CL=F_B Report

Dataset statistics

Number of variables	8
Number of observations	2430
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	154.2 KiB
Average record size in memory	65.0 B

Variable types

DateTime	1
TimeSeries	6
Boolean	1

Timeseries statistics

Number of series	6
Time series length	2430
Starting point	2010-01-04 00:00:00
Ending point	2019-08-30 00:00:00
Period	1 day, 10 hours and 49 minutes

Alerts

`repaired?` has constant value "False"	Constant
`adj close` is highly overall correlated with `close` and 4 other fields	High correlation
`close` is highly overall correlated with `adj close` and 4 other fields	High correlation
`high` is highly overall correlated with `adj close` and 4 other fields	High correlation
`low` is highly overall correlated with `adj close` and 4 other fields	High correlation
`open` is highly overall correlated with `adj close` and 4 other fields	High correlation
`volume` is highly overall correlated with `adj close` and 4 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`volume` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`volume` is seasonal	Seasonal
`Date` has unique values	Unique

Reproduction

Analysis started	2026-02-06 03:46:50.723136
Analysis finished	2026-02-06 03:46:55.406441
Duration	4.68 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2430
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	38.0 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2056
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.050523
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.196999
Q1	52.047501
median	73.764999
Q3	93.877499
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.829998

Descriptive statistics

Standard deviation	22.074933
Coefficient of variation (CV)	0.30218721
Kurtosis	-1.386272
Mean	73.050523
Median Absolute Deviation (MAD)	21.044998
Skewness	-0.026642822
Sum	177512.77
Variance	487.30269
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6066339276

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
93.95999908	4	0.2%
53.90000153	4	0.2%
97.37999725	3	0.1%
50.79000092	3	0.1%
50.41999817	3	0.1%
47.63999939	3	0.1%
47.04999924	3	0.1%
67.04000092	3	0.1%
93.87999725	3	0.1%
Other values (2046)	2395	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2056
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.050523
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.196999
Q1	52.047501
median	73.764999
Q3	93.877499
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.829998

Descriptive statistics

Standard deviation	22.074933
Coefficient of variation (CV)	0.30218721
Kurtosis	-1.386272
Mean	73.050523
Median Absolute Deviation (MAD)	21.044998
Skewness	-0.026642822
Sum	177512.77
Variance	487.30269
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6066339276

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
93.95999908	4	0.2%
53.90000153	4	0.2%
97.37999725	3	0.1%
50.79000092	3	0.1%
50.41999817	3	0.1%
47.63999939	3	0.1%
47.04999924	3	0.1%
67.04000092	3	0.1%
93.87999725	3	0.1%
Other values (2046)	2395	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	2003
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.996556
Minimum	27.48
Maximum	114.83
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	27.48
5-th percentile	43.068
Q1	52.860001
median	74.740002
Q3	94.697498
95-th percentile	105.585
Maximum	114.83
Range	87.350002
Interquartile range (IQR)	41.837498

Descriptive statistics

Standard deviation	22.119629
Coefficient of variation (CV)	0.29892781
Kurtosis	-1.397453
Mean	73.996556
Median Absolute Deviation (MAD)	21.170002
Skewness	-0.026499358
Sum	179811.63
Variance	489.27797
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6115468267

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
46.52999878	5	0.2%
97.69000244	4	0.2%
52.77999878	4	0.2%
53.43000031	4	0.2%
92.87999725	4	0.2%
48.74000168	4	0.2%
97.81999969	4	0.2%
94.63999939	4	0.2%
46.40999985	4	0.2%
86.37000275	4	0.2%
Other values (1993)	2389	98.3%

Value	Count	Frequency (%)
27.47999954	1	< 0.1%
28.57999992	1	< 0.1%
29.21999931	1	< 0.1%
29.65999985	1	< 0.1%
30.20999908	1	< 0.1%
30.25	1	< 0.1%
30.61000061	1	< 0.1%
30.72999954	1	< 0.1%
31.18000031	1	< 0.1%
31.37999916	1	< 0.1%

Value	Count	Frequency (%)
114.8300018	1	< 0.1%
114.1800003	1	< 0.1%
113.9700012	1	< 0.1%
113.4800034	1	< 0.1%
113.4599991	1	< 0.1%
113.4000015	1	< 0.1%
113.2200012	1	< 0.1%
113.1800003	1	< 0.1%
112.6399994	1	< 0.1%
112.4800034	1	< 0.1%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	2038
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.042424
Minimum	26.049999
Maximum	112.25
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.049999
5-th percentile	41.4615
Q1	51.029999
median	72.52
Q3	92.9275
95-th percentile	103.861
Maximum	112.25
Range	86.200001
Interquartile range (IQR)	41.897501

Descriptive statistics

Standard deviation	21.942269
Coefficient of variation (CV)	0.30457427
Kurtosis	-1.3791629
Mean	72.042424
Median Absolute Deviation (MAD)	20.889999
Skewness	-0.024296874
Sum	175063.09
Variance	481.46316
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5830230706

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
92.86000061	4	0.2%
96.26000214	4	0.2%
96.51000214	4	0.2%
90.66000366	3	0.1%
96.37000275	3	0.1%
93.08000183	3	0.1%
90	3	0.1%
97.37000275	3	0.1%
46.66999817	3	0.1%
85.11000061	3	0.1%
Other values (2028)	2397	98.6%

Value	Count	Frequency (%)
26.04999924	1	< 0.1%
26.19000053	1	< 0.1%
26.95000076	1	< 0.1%
27.23999977	1	< 0.1%
27.73999977	1	< 0.1%
27.87000084	1	< 0.1%
28.20999908	1	< 0.1%
28.70000076	1	< 0.1%
28.72999954	1	< 0.1%
29.04999924	1	< 0.1%

Value	Count	Frequency (%)
112.25	1	< 0.1%
111.6900024	1	< 0.1%
111.1200027	1	< 0.1%
111.0800018	1	< 0.1%
111	1	< 0.1%
110.8199997	1	< 0.1%
110.7099991	1	< 0.1%
110.3000031	1	< 0.1%
110.1100006	1	< 0.1%
109.1100006	1	< 0.1%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	2014
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.070329
Minimum	27.299999
Maximum	113.89
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	27.299999
5-th percentile	42.103001
Q1	52.054999
median	73.880001
Q3	93.877499
95-th percentile	104.76
Maximum	113.89
Range	86.59
Interquartile range (IQR)	41.822499

Descriptive statistics

Standard deviation	22.056567
Coefficient of variation (CV)	0.30185395
Kurtosis	-1.3872633
Mean	73.070329
Median Absolute Deviation (MAD)	21.040001
Skewness	-0.026705827
Sum	177560.9
Variance	486.49216
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6106746874

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
93.48999786	5	0.2%
99.19999695	5	0.2%
97.30000305	4	0.2%
49.31000137	4	0.2%
95.79000092	4	0.2%
66.62000275	4	0.2%
46.27999878	3	0.1%
48.79000092	3	0.1%
99.48000336	3	0.1%
61.54999924	3	0.1%
Other values (2004)	2392	98.4%

Value	Count	Frequency (%)
27.29999924	1	< 0.1%
27.34000015	1	< 0.1%
28.32999992	1	< 0.1%
28.35000038	1	< 0.1%
28.36000061	1	< 0.1%
29.07999992	1	< 0.1%
29.13999939	1	< 0.1%
29.20000076	1	< 0.1%
29.71999931	1	< 0.1%
29.75	1	< 0.1%

Value	Count	Frequency (%)
113.8899994	1	< 0.1%
113.2799988	1	< 0.1%
113.1299973	1	< 0.1%
112.9800034	1	< 0.1%
112.8199997	1	< 0.1%
112.3399963	1	< 0.1%
112.1500015	1	< 0.1%
111.8899994	1	< 0.1%
111.3700027	1	< 0.1%
110.6800003	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.4 KiB

False	2430

Value	Count	Frequency (%)
False	2430	100.0%

volume
Numeric time series

High correlation Non stationary Seasonal

Distinct	2423
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	416384.85
Minimum	48516
Maximum	1311000
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	48516
5-th percentile	150918.7
Q1	253456.25
median	351326
Q3	562662.25
95-th percentile	806731.6
Maximum	1311000
Range	1262484
Interquartile range (IQR)	309206

Descriptive statistics

Standard deviation	212491.76
Coefficient of variation (CV)	0.51032539
Kurtosis	0.06878631
Mean	416384.85
Median Absolute Deviation (MAD)	129585.5
Skewness	0.81783706
Sum	1.0118152 × 10⁹
Variance	4.5152749 × 10¹⁰
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2377250318

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
226343	2	0.1%
297522	2	0.1%
317997	2	0.1%
132427	2	0.1%
250038	2	0.1%
598836	2	0.1%
895643	2	0.1%
481034	1	< 0.1%
450472	1	< 0.1%
542254	1	< 0.1%
Other values (2413)	2413	99.3%

Value	Count	Frequency (%)
48516	1	< 0.1%
51877	1	< 0.1%
65666	1	< 0.1%
83702	1	< 0.1%
84627	1	< 0.1%
90824	1	< 0.1%
91398	1	< 0.1%
92780	1	< 0.1%
93130	1	< 0.1%
95270	1	< 0.1%

Value	Count	Frequency (%)
1311000	1	< 0.1%
1253566	1	< 0.1%
1182327	1	< 0.1%
1173581	1	< 0.1%
1147389	1	< 0.1%
1136232	1	< 0.1%
1135440	1	< 0.1%
1124959	1	< 0.1%
1108052	1	< 0.1%
1095643	1	< 0.1%

ACF and PACF

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.999	0.999	0.998	-0.602
close	1.000	1.000	0.999	0.999	0.998	-0.602
high	0.999	0.999	1.000	0.999	0.999	-0.596
low	0.999	0.999	0.999	1.000	0.999	-0.607
open	0.998	0.998	0.999	0.999	1.000	-0.600
volume	-0.602	-0.602	-0.596	-0.607	-0.600	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	repaired?	volume
2010-01-04	2010-01-04	81.510002	81.510002	81.680000	79.629997	79.629997	False	263542
2010-01-05	2010-01-05	81.769997	81.769997	82.000000	80.949997	81.629997	False	258887
2010-01-06	2010-01-06	83.180000	83.180000	83.519997	80.849998	81.430000	False	370059
2010-01-07	2010-01-07	82.660004	82.660004	83.360001	82.260002	83.199997	False	246632
2010-01-08	2010-01-08	82.750000	82.750000	83.470001	81.800003	82.650002	False	310377
2010-01-11	2010-01-11	82.519997	82.519997	83.949997	81.959999	82.879997	False	296304
2010-01-12	2010-01-12	80.790001	80.790001	82.339996	79.910004	82.070000	False	333866
2010-01-13	2010-01-13	79.650002	79.650002	80.669998	78.370003	80.059998	False	401627
2010-01-14	2010-01-14	79.389999	79.389999	80.360001	78.919998	79.629997	False	275404
2010-01-15	2010-01-15	78.000000	78.000000	79.309998	77.699997	79.199997	False	200555

	Date	adj close	close	high	low	open	repaired?	volume
2019-08-19	2019-08-19	56.209999	56.209999	56.410000	54.840000	54.959999	False	113571
2019-08-20	2019-08-20	56.340000	56.340000	56.599998	55.279999	56.099998	False	659258
2019-08-21	2019-08-21	55.680000	55.680000	57.130001	55.549999	56.049999	False	704035
2019-08-22	2019-08-22	55.349998	55.349998	56.459999	54.849998	55.939999	False	621573
2019-08-23	2019-08-23	54.169998	54.169998	55.599998	53.240002	55.349998	False	807151
2019-08-26	2019-08-26	53.639999	53.639999	55.259998	52.959999	53.250000	False	679022
2019-08-27	2019-08-27	54.930000	54.930000	55.720001	53.689999	53.759998	False	596624
2019-08-28	2019-08-28	55.779999	55.779999	56.750000	55.340000	55.709999	False	674048
2019-08-29	2019-08-29	56.709999	56.709999	56.889999	55.430000	55.880001	False	630760
2019-08-30	2019-08-30	55.099998	55.099998	56.720001	54.549999	56.630001	False	708268

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample